From 8ef027fc6a9170b17a9807c91a09382ad3a4267f Mon Sep 17 00:00:00 2001
From: Matt Avis <avismatt01@gmail.com>
Date: Tue, 30 May 2023 11:49:05 +0100
Subject: [PATCH] Added Part B, and accompanying results.
---
part-a/part_a.py | 6 +-
part-b/TestingResultsMutli.csv | 100 +++++++++++++++++++++++++++++++++
part-b/part_b.py | 58 +++++++++++++++++++
3 files changed, 161 insertions(+), 3 deletions(-)
create mode 100644 part-b/TestingResultsMutli.csv
diff --git a/part-a/part_a.py b/part-a/part_a.py
index 4e73869..b5a70a5 100644
--- a/part-a/part_a.py
+++ b/part-a/part_a.py
@@ -24,15 +24,15 @@ print("Created classifier with linear kernal.")
# test the accuracy of the model
print("Beginning accuracy testing...")
averageAccuracy = 0
-for i in range(10):
- print("Testing accuracy - iteration " + str(i) + "/10")
+for i in range(5):
+ print("Testing accuracy - iteration " + str(i) + "/5")
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.0167)
classifier.fit(X_train, y_train)
y_pred = classifier.predict(X_test)
accuracy = metrics.accuracy_score(y_test, y_pred)
print("Accuracy: ", accuracy)
averageAccuracy += accuracy
-print("Average accuracy: ", (averageAccuracy/10))
+print("Average accuracy: ", (averageAccuracy/5))
# re-train the model with whole data set
classifier.fit(X, y)
diff --git a/part-b/TestingResultsMutli.csv b/part-b/TestingResultsMutli.csv
new file mode 100644
index 0000000..33641a4
--- /dev/null
+++ b/part-b/TestingResultsMutli.csv
@@ -0,0 +1,100 @@
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diff --git a/part-b/part_b.py b/part-b/part_b.py
index e69de29..850a086 100644
--- a/part-b/part_b.py
+++ b/part-b/part_b.py
@@ -0,0 +1,58 @@
+import csv
+
+from sklearn import svm, metrics
+from sklearn.model_selection import train_test_split
+
+# load training data - array of size (6000, 128) - and labels (1d array of length 6000)
+print("Loading training data...")
+X = []
+y = []
+# read the training csv file line by line and parse the data
+trainingFile = open("TrainingDataMulti.csv")
+reader = csv.reader(trainingFile)
+for line in reader:
+ # remove the label from the system trace and add it to the training data
+ y.append(line.pop())
+ # add the features of the system trace to the training data
+ X.append(line)
+print("Finished reading training data - read " + str(len(X)) + " system traces.")
+
+# create a SVM classifier with the linear kernel
+classifier = svm.SVC(kernel="linear")
+print("Created classifier with linear kernel.")
+
+# test the accuracy of the model
+print("Beginning accuracy testing...")
+averageAccuracy = 0
+for i in range(5):
+ print("Testing accuracy - iteration " + str(i) + "/5")
+ X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.0167)
+ classifier.fit(X_train, y_train)
+ y_pred = classifier.predict(X_test)
+ accuracy = metrics.accuracy_score(y_test, y_pred)
+ print("Accuracy: ", accuracy)
+ averageAccuracy += accuracy
+print("Average accuracy: ", (averageAccuracy/5))
+
+# re-train the model with whole data set
+classifier.fit(X, y)
+print("Trained model.")
+
+# read the test file
+testData = []
+testFile = open("TestingDataMulti.csv");
+reader = csv.reader(testFile)
+for line in reader:
+ # add the system trace to the list of test data
+ testData.append(line)
+print("Read test sytem traces.")
+
+# predict the classifications for the test system traces and write them to the results file
+print("Writing to results file...")
+resultsFile = open("TestingResultsMutli.csv", "w", newline="")
+writer = csv.writer(resultsFile)
+for trace in testData:
+ trace.append(classifier.predict([trace])[0])
+ writer.writerow(trace)
+resultsFile.close()
+print("Finished writing to results file.")
--
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